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Paper Citation Record · LEDGER

Risk Assessment Framework for Code LLMs via Leveraging Internal States

As of 17 August 2026, this Paper Citation Record lists 87 of 87 outbound references and 0 inbound Pith citation observations for arXiv:2504.14640.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2504.14640 v1

Coverage vector

measured 87 of 87 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:49:03.381654Z

measured 87 of 87 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

87 of 87 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved85
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation baabc165-bb47-4d18-aecd-d8af6c19b8bb · outbound

This paper cites Leetcode Dataset.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Leetcode Dataset

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.059256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.059256Z digest=sha256:c7613e4e250b82e1cf51a2259e797c91919f15ff3b794bfaf5b56d33bed8644e

Observation 07132d92-29f9-41ce-9249-5c6735eb33f2 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.064077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.064077Z digest=sha256:e6ae67ce10c3aabfcd4d69c67394f3a7223ff88ed01881c5092b1a5a15d3e6e1

Observation ee98e33f-e2e9-476a-ac85-0fa00ee85e91 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.068621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.068621Z digest=sha256:3958dc38025fa6c3a335e3f1352772c6a8ecb366731514ad1e071dd695d30c62

Observation 7601a60d-d61a-488a-a066-6e4aca9ab1c3 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.072672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.072672Z digest=sha256:3c2c701c6c00b41ec78a71ffd8785b1d18d187a67dd46a87d3625ea850d8ee90

Observation 258bf3e3-bd8c-42d0-9cdd-27ba3d5ad255 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.076595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.076595Z digest=sha256:f5a1aaf851d42a9db81ac34daa49a932b21ce363b0a24df21372f72fe1b005c9

Observation c2ffc09e-db46-4f8f-9dbb-e785cda88ea3 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.080967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.080967Z digest=sha256:b3d42416c1054f40384464864899aa5217f4339c099edf417678ed25d78610de

Observation 3310b8f6-36a6-401a-a047-8f97776059c5 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.085452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.085452Z digest=sha256:1582d9adb89c5fa327fbd570206126d7681dd27ecf3c013bd528017226210f23

Observation 7a11fa78-2a40-4b11-b568-f9be854c0e66 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.421409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.089338Z digest=sha256:e579c74c00461eb2528643ce66c9d65faa3b9f4d7754f240a888a461e46fd4d8

Observation da9a210c-f339-455e-a30f-48132dc95e57 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.093190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.093190Z digest=sha256:81a22ca00466ae7df58aa01d2a1e4d4d90e88d25bc0f4f710ff47d81796ea415

Observation 1579b9e6-c633-47e9-8a82-5348d826440e · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Evaluating Large Language Models Trained on Code

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.101287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.101287Z digest=sha256:7cb09e37b80c5a6bb7675b608c3ab79d644ffa63c604ce48dfdacc716e6d8941

Observation 15f0e00a-94dc-465e-84fc-e88b29b20539 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.105323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.105323Z digest=sha256:f1c9cb0b1c8c5eac8bc13a58365369f76846aa015c485fc0621bc473e28139b0

Observation 7103df9d-8cef-4891-a78e-0ee3959694fe · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.109506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.109506Z digest=sha256:39621fff5e7fbef2db1e0c34621662fef47b16ca48fc01c76e2ce00352310a5c

Observation ca89dad4-81cf-42b4-887b-a7b385062be0 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.392583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.113255Z digest=sha256:8590bc5e519a9c7245dd8521419ea92667ffd8d10ebac2ec43103feae88879e3

Observation 451cf0bf-3e5d-4c85-b02e-cf9eb40ae30c · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.380579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.117022Z digest=sha256:de204f365a1411ef06fcaae067a63df873192dcac825503f65de7646924b5117

Observation 7cfcd974-f2a4-41fe-91dd-996f6f739706 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.367612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.120762Z digest=sha256:0e7ddde3e2f9938124bb2a1f4e30023e6285993fc58bf5dcc9bfc48a29abc018

Observation 9d939a90-34b3-4516-a333-753d6d510aff · outbound

This paper cites Toy Models of Superposition.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Toy Models of Superposition

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.124271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.124271Z digest=sha256:7cae7dc196e8c9811f8c677c5833a4f0e9a23fbed14d4616925ef3c5e2a4a6a7

Observation ca0780ab-961e-4792-9ccf-da21126d56f4 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.353185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.128379Z digest=sha256:f27d2879914f940cc3d355012e28d5fa20b54fcdb5c9be49a4ee9c8cdf63746b

Observation 2d28c01a-ea96-47d4-ac50-a8a196880267 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.338692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.131798Z digest=sha256:78c40d33c42daf34a3653be3b057908eab77f3043e59df82d6ea0e2a5b7e6cc9

Observation 0c035b2e-7bf8-44d4-8ed1-b270194ca1db · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.327381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.135108Z digest=sha256:92e85e6a387fdfc9f7d39517834f585f8dd4309df9aae97e1811c3e4bd8a6b0d

Observation 6a5a5d20-e835-4af9-9f88-8403046cd707 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.315436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.138680Z digest=sha256:2d583c908114cdd762f964e1eb96188434f2f009977e828907a25f3ab3fa8394

Observation 5aabba73-819f-42c3-9089-e91d4cbe8d34 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.302799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.142033Z digest=sha256:11ead33a7a3eb8f02d1c2b4e616517e040186407cbb41273c5083b4d5b3c48a9

Observation f86e72b1-52e9-4e38-b690-3928dc7cf53f · outbound

This paper cites Scaling and evaluating sparse autoencoders.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Scaling and evaluating sparse autoencoders

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.145414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.145414Z digest=sha256:bac4752581eea07d024634c2452973a9e45023a535d52b4c692b6b2c0961cd69

Observation 8a67c67d-5c56-45c5-8f1f-a2785fec7e5f · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.288991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.148963Z digest=sha256:969646068006b09f7bd3d1dbee2c89af6daceab21b6c17997017303241e77a01

Observation 21057339-21a0-4d6b-814b-bc3c206653f9 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

Risk Assessment Framework for Code LLMs via Leveraging Internal States DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.152000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.152000Z digest=sha256:9cd469bc926b5cc5e65107a3f01c1008f1dfa3fe3eb47283a9a02dd0542f1a18

Observation 7e46613e-43d5-4dc0-9709-8f51bdf26824 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.155531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.155531Z digest=sha256:8c74c3086135dae3957c780c03b54573ad9a76257fae56b6526053f8b113dcdc

Observation 7bbe5832-8956-4a89-82a2-8590876329b5 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.267366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.158878Z digest=sha256:dd008e6d22e34ba03ccea4bbeb6f100d5241f7878f63e13756567c1f4a340e8b

Observation cf164045-1036-4ab0-b585-8f3a09c32a9c · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.161885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.161885Z digest=sha256:9a333f673f40d7d88a75457f0e6947669a659cf3766706f313e1881b1c88ce62

Observation 34199ced-289d-4f78-92d5-43ba32b40336 · outbound

This paper cites AcTracer: Active Testing of Large Language Model via Multi-Stage Sampling.

Risk Assessment Framework for Code LLMs via Leveraging Internal States AcTracer: Active Testing of Large Language Model via Multi-Stage Sampling

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.164948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.164948Z digest=sha256:65aed8f4d78a4ecee896cbcb81083503d698298df6a9fb6744b683726a56a4b5

Observation 2db47f7e-4140-4d78-b18b-ac48e07ea2f3 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.247303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.168322Z digest=sha256:de2f7a9e2a7205e502e2774fee34763d1c93b08bba180db142c224773dde3bba

Observation 356ebd29-1660-4285-aaf7-93758153a715 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.235378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.171396Z digest=sha256:fa60a58cb4d306195071b9cef0e941d4181924c5d46dde76522382101ffb3676

Observation a1c1208d-043c-429c-bdde-8507873efe55 · outbound

This paper cites Qwen2.5-Coder Technical Report.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Qwen2.5-Coder Technical Report

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.174433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.174433Z digest=sha256:f4c35e6d50e5aa0866480d1e482d5b73c9c732074dfedd39336507444a142e6a

Observation 1512bc4f-e86c-46d6-94ff-b52727fcddcc · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.222715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.177982Z digest=sha256:4d1819ed8d4390267c46a95a6581ba0a5db676d6c7ede95b41b051bdc7c6ed53

Observation a58f3054-806e-4df6-a8e7-7880e715f4ee · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.209684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.181715Z digest=sha256:dc05f5e334f887243eb3268f5247843f0633cd381a2491e25b55af7a9696c1b4

Observation f8856d55-5013-4916-8b1c-33d314b724ae · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.185513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.185513Z digest=sha256:c31d6081d0fe88d8a6acd97182426b426c1ef2889d0fa2e0539b4897ce7d480a

Observation e2aa64fd-8cae-4173-948a-3640bcf10468 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.189176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.189176Z digest=sha256:c176f42eead283b3fd235bbae0b0fa33db1bb5db30c24a288be094e3376aae9d

Observation 8624f8b7-78de-4581-84c9-fc04d161e9af · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.192877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.192877Z digest=sha256:198e78b2726264c4c51aeb953902ee37c879f913bec88b7dc89c8a1c0c6299d3

Observation a0e31b78-900a-44e6-983d-9f897c9fa452 · outbound

This paper cites Improving Activation Steering in Language Models with Mean-Centring.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Improving Activation Steering in Language Models with Mean-Centring

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.196709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.196709Z digest=sha256:0b18ec61cd36b1530f33dc00d20efffa2bc193081585b940d7d05975a664b956

Observation 795ccf58-f977-499a-8b7c-968350854d81 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.200703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.200703Z digest=sha256:a017bfe96b5e022b0df68025d974c8e5c5c511c0598bef077a6e2c59afa50a5c

Observation 7a126775-bffb-4674-aacb-7117f789f60c · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.174522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.204607Z digest=sha256:dab7704459d6780307946e39d9917d2f4f3184581851dd0dc7fe76964b7c6e1d

Observation 343c7a5f-19b9-4e77-8274-8d48514ce703 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.163752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.208399Z digest=sha256:fa95e76c081ccfe88ed5b41baa7c5d405dea744536caa1fb361b255c5111fa7c

Observation 706a7216-2efd-4362-9d3b-0dce704ac54c · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.212450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.212450Z digest=sha256:b5bdc7a389588fae532da485ace1d425afb6c3dcab3d126403d934ca2d584cef

Observation ee457118-cab4-44e3-8b0e-65cbe8557b17 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.152114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.216504Z digest=sha256:258649db75cf77712c3a91c60d8f93af72c01a61f6aec33d5ec674807cc15e6f

Observation 4a7b1318-41e1-435c-80aa-b00d1ef12015 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.140630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.220478Z digest=sha256:472d86cf64edeee8c400569079a823fee5187584cbe01a43cf41a78ff4f8d685

Observation 77ac0076-42d2-4991-a29c-b3a7e8103814 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.128006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.224583Z digest=sha256:723b0ca83ace442daf0edd1e0464cc1309df61f87a9e8cb24284a60649f5a3cb

Observation af741659-a927-43c9-9864-47ec8d547b88 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.113964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.228477Z digest=sha256:27fcb5bd53ff1a56b4575c7868e28f49b19e1e248be05b3068428c30f167003f

Observation 8f5fb98e-17e2-47ca-bd49-d54353a92594 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.101197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.232478Z digest=sha256:b98a9cd71a6d9d0507126e7b0dc65cef28c10ac4a9e5cf589e0512d8ed4cb67b

Observation c99f935b-fdfc-4215-a8e8-3affb010a353 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.236364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.236364Z digest=sha256:96ba9790ce409e0d22fe51c84f975efdbead5528284e2ab643b93b0b4223ceb1

Observation 60f9c55c-d732-41f7-a546-2308e4010fd3 · outbound

This paper cites CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases.

Risk Assessment Framework for Code LLMs via Leveraging Internal States CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.240214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.240214Z digest=sha256:ca085265c8712e856f293b369cfdd87772dbb47928b96693770ebcc4f4ffbdc6

Observation 397087e2-302d-4fd8-b0db-ca64b5209b88 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.079632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.244287Z digest=sha256:d8d5a9520c8be3400ae90aba29f0eadc76d81cb512e66e000fc1447834d8b9bf

Observation 032595b0-c4ea-4a3b-a6a7-8133f5959c0f · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.067628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.248674Z digest=sha256:6bd3017205acec0f5318ad6f91a8d9cbee0345e356a72993342a7f46d8f96762

Observation 88fc6cfd-2156-4aea-b6a3-9d3fa1acca35 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.056626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.252494Z digest=sha256:934afc20c8742994ad267161302c2b835586701a8cd17f79721cdfe55e50e96d

Observation b954d79d-47c2-4750-a5c0-95a02fcd9673 · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

Risk Assessment Framework for Code LLMs via Leveraging Internal States StarCoder 2 and The Stack v2: The Next Generation

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.256409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.256409Z digest=sha256:18ca8f664497164f10d5e26da03a690e8603907906aef4cab3b18df273918e86

Observation 57f95f9e-4d44-47bf-8c43-8bb4172c80fa · outbound

This paper cites The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets.

Risk Assessment Framework for Code LLMs via Leveraging Internal States The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.259913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.259913Z digest=sha256:90a668854eb92049bfe6c887a87fd03af44ddc2fdb9ec1c214f250043dfeb971

Observation 940d2dcb-6219-4b7e-b347-f4f217d59302 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.044821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.263463Z digest=sha256:99f0364ace4e8d5b27f2e6e96268845c89470431344aa93abe137d6ca52bb6a4

Observation 24a3bfdb-6397-47cb-8cf6-583ecdd3b7ef · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.032521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.266853Z digest=sha256:4a0d11e1cf576e260e991f1c57ca0ceb747bfb57dd0eebfb4426b0aa57fa2cc0

Observation 294a00b7-ec88-434e-92a4-7823615baa2e · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.019570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.270147Z digest=sha256:e949d53d8eeca6a03ad3a913631b5b04f4fed1e0972ae44d6f26ba3578bb4546

Observation 0be0ddc5-2b5f-4393-8b7a-71338ade8507 · outbound

This paper cites OctoPack: Instruction Tuning Code Large Language Models.

Risk Assessment Framework for Code LLMs via Leveraging Internal States OctoPack: Instruction Tuning Code Large Language Models

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.273423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.273423Z digest=sha256:5cd6472d81da789f490f82b096652e4f681197d94197c2b5d4472b782ac8e4b6

Observation 1e2804ca-91cb-4ada-a469-586a79db5211 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.277135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.277135Z digest=sha256:9d6b2e071f79f1263bb3cfdb9abf651598666a73fe4d8e1a288f843e29bcea2c

Observation da9a4b81-d8ec-4ac7-ac90-b2307d24a4f9 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.997932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.280451Z digest=sha256:7e8592b59b15ddd5b7d01fc42d94c3964d3a55575057d45c5f1ab9dec46b50ce

Observation 7fd69400-11cd-42bd-8f78-322510a1205a · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.986152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.283634Z digest=sha256:3240967c8c1fcf9f9cbde9940719000dcffdb4246e4adff8bd67fdd65af3afda

Observation 0acbdd0e-6faa-4a75-9dfb-f408d29b5156 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.973851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.286793Z digest=sha256:84ec2a6c5baa61802fa05c3079ebc9e37c520fde9751ccb9c89ace45b9403b62

Observation b0990607-9436-4546-8f08-7cf6bb66bc79 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.962156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.290122Z digest=sha256:97a6f6d2d477e751884a4d364d70d832fdbf5ee79968ff87ef49ab1a84b10343

Observation e3653c30-7e9a-45e2-ae11-6f258ba1989d · outbound

This paper cites RepoHyper: Search-Expand-Refine on Semantic Graphs for Repository-Level Code Completion.

Risk Assessment Framework for Code LLMs via Leveraging Internal States RepoHyper: Search-Expand-Refine on Semantic Graphs for Repository-Level Code Completion

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.293330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.293330Z digest=sha256:ca53b5514242156a29b4d93a4587544874881596e40d28f94703962ab532e22b

Observation 0ce000fe-5768-4f87-bf98-d8dc3a17b305 · outbound

This paper cites NeuralNDCG: Direct Optimisation of a Ranking Metric via Differentiable Relaxation of Sorting.

Risk Assessment Framework for Code LLMs via Leveraging Internal States NeuralNDCG: Direct Optimisation of a Ranking Metric via Differentiable Relaxation of Sorting

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.297010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.297010Z digest=sha256:f88c660f93675dce1a68f61aac7dfd37b078a6de1f488ae4fcc68602808f6592

Observation 055240f6-55e6-4058-890b-3c5c373b58b3 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Code Llama: Open Foundation Models for Code

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.300664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.300664Z digest=sha256:0ae9142a053ac309b302f51e66a8bfec48db3326bd0b212c25f6d9970d55dde0

Observation de7e16d2-6b91-40f9-9ce3-50a922c15e16 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.949682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.306036Z digest=sha256:c40150eea6908d3484daabe40967a9512ced3a3ac0a378af57fa11dc6fa8c78b

Observation b8854c79-d1c5-4004-9f00-d0079699dfe6 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.936455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.309736Z digest=sha256:6a85055adfe538aa6d19923f46578d5d12d5a48d6615ceef3b59a4df4e301b99

Observation b9160cb7-95b1-4cac-8ff6-3b8ec3ceb723 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 68

Resolution
malformed identifier
no resolver link, observed 2026-08-16T11:49:03.313515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.313515Z digest=sha256:3e51301d52b2d18182d2704d36196fae609255f5fd29e5a3eac54f0886c76778

Observation 1ee523c7-7e97-4cc8-8746-ee37af08bbe0 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.923373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.317460Z digest=sha256:fa92e0ae2db09aec04d05c84c146c131efd1b4577e28bbf46975715b0721f4f9

Observation 9ce09322-494f-4b3a-a9b8-cdd3bfb3d724 · outbound

This paper cites A Study on Developer Behaviors for Validating and Repairing LLM-Generated Code Using Eye Tracking and IDE Actions.

Risk Assessment Framework for Code LLMs via Leveraging Internal States A Study on Developer Behaviors for Validating and Repairing LLM-Generated Code Using Eye Tracking and IDE Actions

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.321246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.321246Z digest=sha256:6d20831614cc8aedae5682d848b50a5a33dd01e6d97799b0d414e932f866cce3

Observation c648a26d-922b-4480-8f85-a6f0e4510d0c · outbound

This paper cites CodeGemma: Open Code Models Based on Gemma.

Risk Assessment Framework for Code LLMs via Leveraging Internal States CodeGemma: Open Code Models Based on Gemma

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.325331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.325331Z digest=sha256:d0c76856a4fa94804204551ae7a38c23d94b9e475c4c696afd9d7b8e77d03768

Observation 047f12cb-e27e-4572-ae6d-c17dad4404e8 · outbound

This paper cites DebugBench: Evaluating Debugging Capability of Large Language Models.

Risk Assessment Framework for Code LLMs via Leveraging Internal States DebugBench: Evaluating Debugging Capability of Large Language Models

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.329429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.329429Z digest=sha256:09be65dabaad842489b710f9723d54b7a7f6c481995fb721b53e08f8d28e6e82

Observation 017e99fa-f1f5-4710-ae9a-15c9963e6e2e · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.333613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.333613Z digest=sha256:75c2eabc1d649699b257b08953bd3baa7dad1d6afd2fec582a08fe41fd6b7034

Observation f728db31-5215-4a8c-973f-b9a145ca64b7 · outbound

This paper cites TESTEVAL: Benchmarking Large Language Models for Test Case Generation.

Risk Assessment Framework for Code LLMs via Leveraging Internal States TESTEVAL: Benchmarking Large Language Models for Test Case Generation

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.338625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.338625Z digest=sha256:39923bd421e51f27b57df42922662819a304ecce93ecd54a1d482fbf0e29aedc

Observation 69596082-5800-4dda-af3a-21d3ffdf9d95 · outbound

This paper cites Executable Code Actions Elicit Better LLM Agents.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Executable Code Actions Elicit Better LLM Agents

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.343025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.343025Z digest=sha256:4f1e3dd951aa712eb65a285940962bccb4396d5a956e5569a72128dfd048971e

Observation c9edb913-f5bc-4abc-a067-4552c89aa889 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.902735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.347085Z digest=sha256:34e8ddbf81116c140b438fc674e3563cdfe6602b0483cf50a5876b935cb913cb

Observation 2bdf395f-123c-430e-8a38-efd02d43a9ed · outbound

This paper cites Towards Understanding the Characteristics of Code Generation Errors Made by Large Language Models.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Towards Understanding the Characteristics of Code Generation Errors Made by Large Language Models

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.350617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.350617Z digest=sha256:f3a50042cceb8697b1a8575a2c22386c5437a8bbbe8c7da7693f897921b9d0be

Observation fb8d22cc-df05-4bfa-8c6e-f27919d109a9 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.890203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.354128Z digest=sha256:efaa5f61d745ad0d0385b538c0568593b690deddd5ddf159d503bb000c256c5f

Observation 351638e4-bde8-46e5-8e7d-bd751bd6cf27 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.357488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.357488Z digest=sha256:98f8a58abaec6284e7c3e2e6c0178f520cc2ff0a300e983ac7958ad5040f7b22

Observation 515e08ce-118b-4d4c-b266-652566c74c39 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.360851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.360851Z digest=sha256:d7aee7f116c27094bcddd48ec33ffd7f77863073358c6ab0cf7feb9367b1e05e

Observation 8821b2e9-4407-41d8-a36a-9c90f51aaade · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.364506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.364506Z digest=sha256:b7f54f4845aa61b5b43a5c03191d6f27431b8b7d2780e38f1caad10bb23658ee

Observation 0af34283-847d-43af-9c6c-e4aedcd2c048 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.848069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.371597Z digest=sha256:938a3a57923d3b719442a3f5d2f2cae5c24e8cb4aa5849f6c292de0d4f9ee0bb

Observation 4af8b207-234b-4e56-ba58-1fbadd30f4e7 · outbound

This paper cites In Proceedings of the 2024 on ACM SIGSAC Conference on Computer and Communications Security.

Risk Assessment Framework for Code LLMs via Leveraging Internal States In Proceedings of the 2024 on ACM SIGSAC Conference on Computer and Communications Security

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:49:03.861793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.368357Z digest=sha256:41efe96a92ba0b71b6c90ff0435e1af1c287ef74552fbff532ccc1f6b114c03e

Observation e55e41e9-8ed9-40bb-beb5-ae6093e7e933 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.378358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.378358Z digest=sha256:3dda89c78fa3ee0bf26db1bd1fcd61404f336e0c96f769cd41b2b7e3adc3ec48

Observation 05cfae5d-879c-4984-977e-dd5024ad0493 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.834578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:49:03.374985Z digest=sha256:5919a565053d08afa6e2242b533134c8ef652270d9b7dc72a3161aa0327e1d75

Observation eb2eba4b-e62f-4cee-aca9-775e3fdca949 · outbound

This paper cites Representation Engineering: A Top-Down Approach to AI Transparency.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Representation Engineering: A Top-Down Approach to AI Transparency

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.381654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.381654Z digest=sha256:9adaf8a7496a7d88ec61eac44b7eaca73ab81973438bcb667630ddda3acc49a3

Observation 12656a06-7184-49db-b50e-3b247338a184 · outbound

This paper cites arXiv preprint arXiv:2406.14144 (2024).

Risk Assessment Framework for Code LLMs via Leveraging Internal States arXiv preprint arXiv:2406.14144 (2024)

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.097153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.097153Z digest=sha256:f1a935956861ad501f3d343a0a5a68eda3ad5e93f55654a418ee58ed733504c3

Pith citing papers

No inbound Pith citation observations are available.